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Product Management Root Cause Analysis Question: Investigating sudden drop in ride-hailing driver acceptance rates

Asked at Gojek

15 mins

What's causing the sudden 30% drop in driver acceptance rates for Gojek's GoCar rides during peak hours?

Data Analysis Problem-Solving Stakeholder Management Transportation Gig Economy Tech
Data Analysis Root Cause Analysis User Behavior Ride-Hailing Driver Retention

Introduction

The sudden 30% drop in driver acceptance rates for Gojek's GoCar rides during peak hours is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term fixes and long-term strategic implications.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking this might be a recent change. When exactly did we first notice this 30% drop?

Why it matters: Helps pinpoint potential triggers and narrows the investigation timeframe. Expected answer: Within the last week or two. Impact on approach: Recent changes would focus our investigation on recent product updates or market shifts.

  • Considering the specificity of peak hours, I'm wondering if this is a localized issue. Is this drop consistent across all regions or concentrated in specific areas?

Why it matters: Determines if we're dealing with a systemic issue or a localized problem. Expected answer: Varies by region, with some areas more affected than others. Impact on approach: Regional variations would lead us to investigate local factors like traffic patterns or competitive landscapes.

  • Given the focus on peak hours, I'm curious about the overall trend. Has there been any change in driver acceptance rates during off-peak hours?

Why it matters: Helps distinguish between peak-specific issues and broader driver behavior changes. Expected answer: Off-peak hours have seen a slight decrease, but not as significant. Impact on approach: A peak-hour specific issue would point towards capacity or incentive problems during high-demand periods.

  • Considering potential system changes, have there been any recent updates to the driver app or pricing algorithm?

Why it matters: Technical changes could directly impact driver behavior and acceptance rates. Expected answer: A minor update was pushed to the driver app last week. Impact on approach: Recent updates would shift focus to technical issues or unintended consequences of new features.

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